e18503 Background: Prognostication of acute myeloid leukemia (AML) at initial diagnosis relies on the identification of certain underlying genetic abnormalities as proposed by the European LeukemiaNet (ELN) risk classification. However, AML is highly heterogenous at the molecular level and standard guidelines are often not straightforwardly applicable. In this study, we explored gene expression-based risk stratification strategies and found that FLT3 and NPM1 transcript level profiles can predict overall survival in de novo AML. Methods: The Cancer Genome Atlas AML (TCGA-LAML) project’s normalized RNA-Seq transcriptome profile (n=158) published in 2013 was analyzed with MATLAB software. "High” or “low” level of each gene was determined by the median RPKM of the cohort used as cutoff. P-values were obtained from Cox proportional hazards regression model. Results: The low-FLT3 level group was associated with superior median OS (mOS) compared to high-FLT3 group (24 vs. 16 months; p = 0.02), whereas high-NPM1 level group was associated with superior mOS compared to low-NPM1 group (26 vs. 12 months; p = 0.03). The mOS for high-FLT3/low-NPM1 and low-FLT3/high-NPM1 groups were 9 months and 27 months, respectively (p = 0.001). In high-FLT3/low-NPM1 and low-FLT3/high-NPM1 groups, composition of Cancer and Leukemia Group B (CALGB) cytogenetic risk category [favorable, intermediate, adverse] was [9%, 73%, 18%] and [32%, 49%, 19%], respectively; composition of French-American-British (FAB) classification [M0, M1, M2, M3, M4, M5, M6, M7] was [15%, 27%, 3%, 6%, 24%, 24%, 0%, 0%] and [3%, 14%, 41%, 19%, 22%, 0%, 0%, 3%], respectively; composition of FLT3/NPM1c mutations [ wt/wt, mut/wt, wt/mut, mut/mut, NOS] was [45%, 18%, 18%, 18%, 0%] and [61%, 14%, 7%, 14%, 2%], respectively. Conclusions: We demonstrate a de novo AML risk categorization method solely based on FLT3 and NPM1 RNA-Seq transcript levels. The mOS of high-FLT3/low-NPM1 group resembled that of ELN "adverse" risk group, whereas the mOS of low-FLT3/high-NPM1 group resembled that of ELN "favorable" risk group. High-FLT3/low-NPM1 group was composed of fewer "favorable” but more “intermediate” CALGB risk categories compared to low-FLT3/high-NPM1 group. Notably, considerably more FAB M0, M1 and M5 but fewer M2 and M3 classes were enriched in high-FLT3/low-NPM1 group compared to low-FLT3/high-NPM1 group. We also note approximately half of the cases analyzed were FLT3 and NPM1 wild-types and speculate FLT3 and NPM1 transcript profiles may represent a global oncogenic state regardless of the underlying FLT3 or NPM1 mutations. This is also supported by the previously reported FLT3 mutation-like transcriptomic profiles observed in FLT3 wild-type AML cases1). Reference: 1) Mosquera Orgueira A, et al. Gene expression profiling identifies FLT3 mutation-like cases in wild-type FLT3 acute myeloid leukemia. PLoS One. 2021 Feb 16;16(2):e0247093